Applying Non Linear Approach For ECG Denoising And Waves Localization
Affiliation auteurs | !!!! Error affiliation !!!! |
Titre | Applying Non Linear Approach For ECG Denoising And Waves Localization |
Type de publication | Conference Paper |
Year of Publication | 2015 |
Auteurs | Beya O, Hittawe MMazen, Alashkar T, Fauvet E, Laligant O |
Editor | Yetongnon K, Dipanda A |
Conference Name | 2015 11TH INTERNATIONAL CONFERENCE ON SIGNAL-IMAGE TECHNOLOGY & INTERNET-BASED SYSTEMS (SITIS) |
Publisher | Kasetsart University in Bangkok; LE2I (Laboratoire Electronique, Image et Informatique); University of Bourgogne; UKNOW; Center of Excellence for Unified Knowledge and Language Engineering at Kasetsart University.; IEEE Computer Society; IEEE Computer Soc |
Conference Location | 345 E 47TH ST, NEW YORK, NY 10017 USA |
ISBN Number | 978-1-4673-9721-6 |
Mots-clés | Denoising, ECG, QRS complex, signal processing |
Résumé | In this paper, we develop and evaluate a robust single-lead electrocardiogram (ECG) delineation system and waves localization method based on nonlinear filtering approach. This system is built in two phases. In the first phase, we proposed a mathematical model for detecting ECG features like QRS complex peak, P and T-waves onsets and ends from noise free of synthetic ECG signal. Later, we develop a theoretical model to obtain real approach for detecting these features from real noisy ECG signals. To evaluate our method, it has been applied on electrocardiogram signals of QT-MIT standard database, the QRS peak detection obtained sensitivity (Se) 98.88 and a positive productivity P+ =98.43. For P-onset, P-end, T-end evaluations, this approach provides Sensitivity (Se) of 75.16, 71, and 90.7 respectively. Another test has been conducted to evaluate the performance of this approach against different levels of noise with the same synthetic ECG signal. For denoising test on electrocardiogram signals, our approach based on nonlinear filtering scheme (NLFS) gives robust performance against noise. |
DOI | 10.1109/SITIS.2015.110 |